Standard escape codes are prefixed with Escape:
- Ctrl-Key:
^[ - Octal:
\033 - Unicode:
\u001b - Hexadecimal:
\x1B - Decimal:
27
| # train_grpo.py | |
| import re | |
| import torch | |
| from datasets import load_dataset, Dataset | |
| from transformers import AutoTokenizer, AutoModelForCausalLM | |
| from peft import LoraConfig | |
| from trl import GRPOConfig, GRPOTrainer | |
| # Load and prep dataset |
| import numpy as np | |
| from tqdm import trange | |
| def get_neighbour_matrix(x, L, R): | |
| dx = np.subtract.outer(x[:, 0], x[:, 0]) | |
| dy = np.subtract.outer(x[:, 1], x[:, 1]) | |
| dx[dx > (L / 2) ** 2] -= (L / 2) ** 2 | |
| dy[dy > (L / 2) ** 2] -= (L / 2) ** 2 | |
| pair_dist = dx ** 2 + dy ** 2 |
| // https://stackoverflow.com/questions/31464359/how-do-you-create-a-custom-authorizeattribute-in-asp-net-core?rq=1 | |
| public class ClaimRequirementAttribute : TypeFilterAttribute | |
| { | |
| public ClaimRequirementAttribute(string claimType, string claimValue) : base(typeof(ClaimRequirementFilter)) | |
| { | |
| Arguments = new object[] {new Claim(claimType, claimValue) }; | |
| } | |
| } |
Let's say you're using Ubuntu 13.04 (Raring Ringtail, released in April 2013) and it just went End-of-Life on you, because it's supported for only 6 months, and the deprecated packages are taken down after 12 months.
You'll probably figure this out the hard way. When you run sudo apt-get update, it will eventually report these errors:
Ign http://archive.ubuntu.com raring-updates/universe Sources/DiffIndex
Err http://security.ubuntu.com raring-security/main Sources
404 Not Found [IP: 91.189.91.15 80]
Err http://security.ubuntu.com raring-security/universe Sources
404 Not Found [IP: 91.189.91.15 80]
| package main | |
| import ( | |
| "fmt" | |
| "io" | |
| "net/http" | |
| "net/http/httptest" | |
| "strings" | |
| "testing" |
| Base64 Code | Mnemonic Aid | Decoded* | Description |
|---|---|---|---|
JAB |
🗣 Jabber | $. |
Variable declaration (UTF-16) |
TVq |
📺 Television | MZ |
MZ header |
SUVY |
🚙 SUV | IEX |
PowerShell Invoke Expression |
SQBFAF |
🐣 Squab favorite | I.E. |
PowerShell Invoke Expression (UTF-16) |
SQBuAH |
🐣 Squab uahhh | I.n. |
PowerShell Invoke string (UTF-16) e.g. Invoke-Mimikatz |
PAA |
💪 "Pah!" | <. |
Often used by Emotet (UTF-16) |
This is a compiled list of falsehoods programmers tend to believe about working with time.
Don't re-invent a date time library yourself. If you think you understand everything about time, you're probably doing it wrong.
| /* | |
| MIT License | |
| Copyright (c) 2021 Duane F. King (https://www.duanefking.com) | |
| Permission is hereby granted, free of charge, to any person obtaining a copy | |
| of this software and associated documentation files (the "Software"), to deal | |
| in the Software without restriction, including without limitation the rights | |
| to use, copy, modify, merge, publish, distribute, sublicense, and/or sell | |
| copies of the Software, and to permit persons to whom the Software is |